Rain Australia with dropped rows

Dataset statistics

Number of variables	23
Number of observations	57293
Missing cells	21802
Missing cells (%)	1.7%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	10.1 MiB
Average record size in memory	184.0 B

Variable types

DateTime	1
Categorical	4
Numeric	16
Boolean	2

Warnings

`MinTemp` is highly correlated with `MaxTemp` and 3 other fields	High correlation
`MaxTemp` is highly correlated with `MinTemp` and 3 other fields	High correlation
`Evaporation` is highly correlated with `MaxTemp` and 3 other fields	High correlation
`Sunshine` is highly correlated with `Humidity3pm` and 2 other fields	High correlation
`WindGustSpeed` is highly correlated with `WindSpeed9am` and 1 other fields	High correlation
`WindSpeed9am` is highly correlated with `WindGustSpeed`	High correlation
`WindSpeed3pm` is highly correlated with `WindGustSpeed`	High correlation
`Humidity9am` is highly correlated with `Evaporation` and 1 other fields	High correlation
`Humidity3pm` is highly correlated with `Sunshine` and 4 other fields	High correlation
`Pressure9am` is highly correlated with `Pressure3pm`	High correlation
`Pressure3pm` is highly correlated with `MinTemp` and 2 other fields	High correlation
`Cloud9am` is highly correlated with `Sunshine` and 2 other fields	High correlation
`Cloud3pm` is highly correlated with `Sunshine` and 2 other fields	High correlation
`Temp9am` is highly correlated with `MinTemp` and 4 other fields	High correlation
`Temp3pm` is highly correlated with `MinTemp` and 4 other fields	High correlation
`MinTemp` is highly correlated with `MaxTemp` and 5 other fields	High correlation
`MaxTemp` is highly correlated with `MinTemp` and 3 other fields	High correlation
`Evaporation` is highly correlated with `MinTemp` and 4 other fields	High correlation
`Sunshine` is highly correlated with `Humidity9am` and 4 other fields	High correlation
`WindGustSpeed` is highly correlated with `WindSpeed9am` and 1 other fields	High correlation
`WindSpeed9am` is highly correlated with `WindGustSpeed`	High correlation
`WindSpeed3pm` is highly correlated with `WindGustSpeed`	High correlation
`Humidity9am` is highly correlated with `Evaporation` and 2 other fields	High correlation
`Humidity3pm` is highly correlated with `Sunshine` and 3 other fields	High correlation
`Pressure9am` is highly correlated with `MinTemp` and 1 other fields	High correlation
`Pressure3pm` is highly correlated with `MinTemp` and 2 other fields	High correlation
`Cloud9am` is highly correlated with `Sunshine` and 2 other fields	High correlation
`Cloud3pm` is highly correlated with `Sunshine` and 2 other fields	High correlation
`Temp9am` is highly correlated with `MinTemp` and 4 other fields	High correlation
`Temp3pm` is highly correlated with `MinTemp` and 4 other fields	High correlation
`MinTemp` is highly correlated with `MaxTemp` and 2 other fields	High correlation
`MaxTemp` is highly correlated with `MinTemp` and 3 other fields	High correlation
`Evaporation` is highly correlated with `MaxTemp`	High correlation
`Sunshine` is highly correlated with `Cloud9am` and 1 other fields	High correlation
`WindGustSpeed` is highly correlated with `WindSpeed3pm`	High correlation
`WindSpeed3pm` is highly correlated with `WindGustSpeed`	High correlation
`Pressure9am` is highly correlated with `Pressure3pm`	High correlation
`Pressure3pm` is highly correlated with `Pressure9am`	High correlation
`Cloud9am` is highly correlated with `Sunshine` and 1 other fields	High correlation
`Cloud3pm` is highly correlated with `Sunshine` and 1 other fields	High correlation
`Temp9am` is highly correlated with `MinTemp` and 2 other fields	High correlation
`Temp3pm` is highly correlated with `MinTemp` and 2 other fields	High correlation
`Pressure9am` is highly correlated with `Pressure3pm` and 2 other fields	High correlation
`WindGustDir` is highly correlated with `WindDir3pm` and 2 other fields	High correlation
`Sunshine` is highly correlated with `RainTomorrow` and 6 other fields	High correlation
`RainTomorrow` is highly correlated with `Sunshine` and 2 other fields	High correlation
`Cloud9am` is highly correlated with `Sunshine` and 3 other fields	High correlation
`RainToday` is highly correlated with `Humidity3pm` and 1 other fields	High correlation
`WindDir3pm` is highly correlated with `WindGustDir` and 2 other fields	High correlation
`WindSpeed9am` is highly correlated with `WindSpeed3pm` and 1 other fields	High correlation
`Humidity3pm` is highly correlated with `Sunshine` and 8 other fields	High correlation
`Pressure3pm` is highly correlated with `Pressure9am` and 4 other fields	High correlation
`MaxTemp` is highly correlated with `Sunshine` and 7 other fields	High correlation
`Temp3pm` is highly correlated with `Sunshine` and 7 other fields	High correlation
`WindSpeed3pm` is highly correlated with `WindSpeed9am` and 1 other fields	High correlation
`WindGustSpeed` is highly correlated with `WindSpeed9am` and 1 other fields	High correlation
`Humidity9am` is highly correlated with `Sunshine` and 7 other fields	High correlation
`Temp9am` is highly correlated with `Pressure9am` and 6 other fields	High correlation
`WindDir9am` is highly correlated with `WindGustDir` and 2 other fields	High correlation
`MinTemp` is highly correlated with `Pressure9am` and 5 other fields	High correlation
`Cloud3pm` is highly correlated with `Sunshine` and 3 other fields	High correlation
`Location` is highly correlated with `WindGustDir` and 8 other fields	High correlation
`Sunshine` has 6177 (10.8%) missing values	Missing
`WindGustDir` has 3662 (6.4%) missing values	Missing
`WindGustSpeed` has 3644 (6.4%) missing values	Missing
`WindDir9am` has 1730 (3.0%) missing values	Missing
`WindDir3pm` has 671 (1.2%) missing values	Missing
`Humidity3pm` has 1088 (1.9%) missing values	Missing
`Cloud3pm` has 2631 (4.6%) missing values	Missing
`Temp3pm` has 926 (1.6%) missing values	Missing
`Rainfall` has 37433 (65.3%) zeros	Zeros
`Sunshine` has 1574 (2.7%) zeros	Zeros
`WindSpeed9am` has 1606 (2.8%) zeros	Zeros
`Cloud9am` has 5963 (10.4%) zeros	Zeros
`Cloud3pm` has 3573 (6.2%) zeros	Zeros

Reproduction

Analysis started	2021-05-15 16:44:04.111249
Analysis finished	2021-05-15 16:45:06.816107
Duration	1 minute and 2.7 seconds
Software version	pandas-profiling v3.0.0
Download configuration	config.json

Date
Date

Distinct	3411
Distinct (%)	6.0%
Missing	0
Missing (%)	0.0%
Memory size	447.7 KiB

Minimum	2007-11-01 00:00:00
Maximum	2017-06-25 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

Location
Categorical

HIGH CORRELATION

Distinct	30
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	447.7 KiB

Darwin	2525
Perth	2506
Brisbane	2467
PerthAirport	2422
MelbourneAirport	2409
Other values (25)	44964

Length

Max length	16
Median length	8
Mean length	8.718098197
Min length	4

Characters and Unicode

Total characters	499486
Distinct characters	37
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Townsville
2nd row	Woomera
3rd row	Mildura
4th row	Portland
5th row	Brisbane

Common Values

Value	Count	Frequency (%)
Darwin	2525	4.4%
Perth	2506	4.4%
Brisbane	2467	4.3%
PerthAirport	2422	4.2%
MelbourneAirport	2409	4.2%
Watsonia	2385	4.2%
SydneyAirport	2367	4.1%
Mildura	2300	4.0%
Nuriootpa	2290	4.0%
Sydney	2214	3.9%
Other values (20)	33408	58.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
darwin	2525	4.4%
perth	2506	4.4%
brisbane	2467	4.3%
perthairport	2422	4.2%
melbourneairport	2409	4.2%
watsonia	2385	4.2%
sydneyairport	2367	4.1%
mildura	2300	4.0%
nuriootpa	2290	4.0%
sydney	2214	3.9%
Other values (20)	33408	58.3%

Most occurring characters

Value	Count	Frequency (%)
r	57019	11.4%
a	46868	9.4%
o	43103	8.6%
e	37761	7.6%
n	35366	7.1%
i	34732	7.0%
l	25315	5.1%
t	24840	5.0%
b	17039	3.4%
s	14841	3.0%
Other values (27)	162602	32.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	425025	85.1%
Uppercase Letter	74461	14.9%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
r	57019	13.4%
a	46868	11.0%
o	43103	10.1%
e	37761	8.9%
n	35366	8.3%
i	34732	8.2%
l	25315	6.0%
t	24840	5.8%
b	17039	4.0%
s	14841	3.5%
Other values (12)	88141	20.7%

Uppercase Letter

Value	Count	Frequency (%)
A	11485	15.4%
M	10171	13.7%
W	10101	13.6%
S	8166	11.0%
C	6779	9.1%
P	6689	9.0%
N	4450	6.0%
B	3250	4.4%
H	3015	4.0%
D	2525	3.4%
Other values (5)	7830	10.5%

Most occurring scripts

Value	Count	Frequency (%)
Latin	499486	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
r	57019	11.4%
a	46868	9.4%
o	43103	8.6%
e	37761	7.6%
n	35366	7.1%
i	34732	7.0%
l	25315	5.1%
t	24840	5.0%
b	17039	3.4%
s	14841	3.0%
Other values (27)	162602	32.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	499486	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
r	57019	11.4%
a	46868	9.4%
o	43103	8.6%
e	37761	7.6%
n	35366	7.1%
i	34732	7.0%
l	25315	5.1%
t	24840	5.0%
b	17039	3.4%
s	14841	3.0%
Other values (27)	162602	32.6%

MinTemp
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	360
Distinct (%)	0.6%
Missing	57
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	13.33193794

Minimum	-8
Maximum	31.4
Zeros	33
Zeros (%)	0.1%
Negative	662
Negative (%)	1.2%
Memory size	447.7 KiB

Quantile statistics

Minimum	-8
5-th percentile	3.1
Q1	8.5
median	13.1
Q3	18.2
95-th percentile	24.2
Maximum	31.4
Range	39.4
Interquartile range (IQR)	9.7

Descriptive statistics

Standard deviation	6.451281533
Coefficient of variation (CV)	0.4838967569
Kurtosis	-0.6615751152
Mean	13.33193794
Median Absolute Deviation (MAD)	4.8
Skewness	0.03914135149
Sum	763066.8
Variance	41.61903341
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
13	367	0.6%
8.5	353	0.6%
10.8	352	0.6%
10.5	349	0.6%
11	344	0.6%
9.6	343	0.6%
12	342	0.6%
12.5	338	0.6%
11.1	332	0.6%
8.9	328	0.6%
Other values (350)	53788	93.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-8	1	< 0.1%
-6.9	1	< 0.1%
-6.7	1	< 0.1%
-6.5	1	< 0.1%
-6.3	2	< 0.1%
-6.1	1	< 0.1%
-5.8	1	< 0.1%
-5.5	1	< 0.1%
-5.4	2	< 0.1%
-5.3	1	< 0.1%

Value	Count	Frequency (%)
31.4	2	< 0.1%
29.8	1	< 0.1%
29.7	4	< 0.1%
29.6	1	< 0.1%
29.5	1	< 0.1%
29.4	2	< 0.1%
29.3	1	< 0.1%
29.2	2	< 0.1%
29.1	4	< 0.1%
29	4	< 0.1%

MaxTemp
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	392
Distinct (%)	0.7%
Missing	51
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	24.14519584

Minimum	4.1
Maximum	48.1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	447.7 KiB

Quantile statistics

Minimum	4.1
5-th percentile	13.5
Q1	18.6
median	23.6
Q3	29.6
95-th percentile	36
Maximum	48.1
Range	44
Interquartile range (IQR)	11

Descriptive statistics

Standard deviation	7.055457077
Coefficient of variation (CV)	0.2922095611
Kurtosis	-0.6851616081
Mean	24.14519584
Median Absolute Deviation (MAD)	5.5
Skewness	0.2420339528
Sum	1382119.3
Variance	49.77947457
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
19	327	0.6%
19.5	325	0.6%
19.6	320	0.6%
18.2	318	0.6%
21.5	309	0.5%
23.5	308	0.5%
19.4	307	0.5%
22	305	0.5%
20.1	301	0.5%
19.8	300	0.5%
Other values (382)	54122	94.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
4.1	1	< 0.1%
6.3	1	< 0.1%
7	2	< 0.1%
7.2	1	< 0.1%
7.3	1	< 0.1%
7.5	2	< 0.1%
7.6	2	< 0.1%
7.7	1	< 0.1%
7.8	3	< 0.1%
7.9	1	< 0.1%

Value	Count	Frequency (%)
48.1	1	< 0.1%
47.3	1	< 0.1%
46.8	2	< 0.1%
46.7	2	< 0.1%
46.4	2	< 0.1%
46.3	1	< 0.1%
46.2	1	< 0.1%
46.1	3	< 0.1%
46	2	< 0.1%
45.8	1	< 0.1%

Rainfall
Real number (ℝ_≥0)

ZEROS

Distinct	421
Distinct (%)	0.7%
Missing	58
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	2.109057395

Minimum	0
Maximum	206.2
Zeros	37433
Zeros (%)	65.3%
Negative	0
Negative (%)	0.0%
Memory size	447.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.6
95-th percentile	12.2
Maximum	206.2
Range	206.2
Interquartile range (IQR)	0.6

Descriptive statistics

Standard deviation	6.893643046
Coefficient of variation (CV)	3.26858959
Kurtosis	95.83698141
Mean	2.109057395
Median Absolute Deviation (MAD)	0
Skewness	7.449716868
Sum	120711.9
Variance	47.52231444
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	37433	65.3%
0.2	2984	5.2%
0.4	1597	2.8%
0.6	1039	1.8%
0.8	852	1.5%
1	681	1.2%
1.2	633	1.1%
1.4	557	1.0%
1.6	473	0.8%
1.8	423	0.7%
Other values (411)	10563	18.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	37433	65.3%
0.1	42	0.1%
0.2	2984	5.2%
0.3	22	< 0.1%
0.4	1597	2.8%
0.5	14	< 0.1%
0.6	1039	1.8%
0.7	5	< 0.1%
0.8	852	1.5%
0.9	9	< 0.1%

Value	Count	Frequency (%)
206.2	1	< 0.1%
183	1	< 0.1%
182.6	1	< 0.1%
168.4	1	< 0.1%
145	1	< 0.1%
140.2	1	< 0.1%
136.6	1	< 0.1%
129.4	1	< 0.1%
128.2	1	< 0.1%
128	1	< 0.1%

Evaporation
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	321
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.558703507

Minimum	0
Maximum	145
Zeros	149
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	447.7 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2.8
median	4.8
Q3	7.4
95-th percentile	12
Maximum	145
Range	145
Interquartile range (IQR)	4.6

Descriptive statistics

Standard deviation	4.146830161
Coefficient of variation (CV)	0.7460067183
Kurtosis	53.25295264
Mean	5.558703507
Median Absolute Deviation (MAD)	2.3
Skewness	3.956221832
Sum	318474.8
Variance	17.19620039
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4	2322	4.1%
8	1893	3.3%
2.2	1421	2.5%
2.6	1365	2.4%
2.4	1351	2.4%
3.2	1351	2.4%
3.4	1348	2.4%
3	1347	2.4%
2	1326	2.3%
2.8	1320	2.3%
Other values (311)	42249	73.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	149	0.3%
0.1	6	< 0.1%
0.2	332	0.6%
0.3	6	< 0.1%
0.4	492	0.9%
0.5	6	< 0.1%
0.6	681	1.2%
0.7	13	< 0.1%
0.8	862	1.5%
0.9	16	< 0.1%

Value	Count	Frequency (%)
145	1	< 0.1%
81.2	1	< 0.1%
77.3	1	< 0.1%
74.8	1	< 0.1%
72.2	1	< 0.1%
70.4	1	< 0.1%
70	1	< 0.1%
68.8	1	< 0.1%
65.4	1	< 0.1%
64.8	1	< 0.1%

Sunshine
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	145
Distinct (%)	0.3%
Missing	6177
Missing (%)	10.8%
Infinite	0
Infinite (%)	0.0%
Mean	7.651782221

Minimum	0
Maximum	14.5
Zeros	1574
Zeros (%)	2.7%
Negative	0
Negative (%)	0.0%
Memory size	447.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0.3
Q1	4.9
median	8.5
Q3	10.7
95-th percentile	12.8
Maximum	14.5
Range	14.5
Interquartile range (IQR)	5.8

Descriptive statistics

Standard deviation	3.769488309
Coefficient of variation (CV)	0.4926288021
Kurtosis	-0.8009073849
Mean	7.651782221
Median Absolute Deviation (MAD)	2.6
Skewness	-0.5258108576
Sum	391128.5
Variance	14.20904211
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1574	2.7%
11	786	1.4%
10.7	782	1.4%
10.8	772	1.3%
10.5	737	1.3%
10.3	709	1.2%
10.9	709	1.2%
10.6	708	1.2%
10	703	1.2%
10.4	692	1.2%
Other values (135)	42944	75.0%
(Missing)	6177	10.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1574	2.7%
0.1	371	0.6%
0.2	336	0.6%
0.3	281	0.5%
0.4	230	0.4%
0.5	222	0.4%
0.6	195	0.3%
0.7	232	0.4%
0.8	228	0.4%
0.9	217	0.4%

Value	Count	Frequency (%)
14.5	1	< 0.1%
14.3	3	< 0.1%
14.2	1	< 0.1%
14.1	3	< 0.1%
14	9	< 0.1%
13.9	12	< 0.1%
13.8	37	0.1%
13.7	84	0.1%
13.6	112	0.2%
13.5	117	0.2%

WindGustDir
Categorical

HIGH CORRELATION
MISSING

Distinct	16
Distinct (%)	< 0.1%
Missing	3662
Missing (%)	6.4%
Memory size	447.7 KiB

E	4355
SW	3844
W	3838
N	3781
ENE	3767
Other values (11)	34046

Length

Max length	3
Median length	2
Mean length	2.18097742
Min length	1

Characters and Unicode

Total characters	116968
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	ENE
2nd row	ENE
3rd row	N
4th row	W
5th row	ENE

Common Values

Value	Count	Frequency (%)
E	4355	7.6%
SW	3844	6.7%
W	3838	6.7%
N	3781	6.6%
ENE	3767	6.6%
SE	3711	6.5%
SSW	3671	6.4%
WSW	3645	6.4%
S	3417	6.0%
ESE	3283	5.7%
Other values (6)	16319	28.5%
(Missing)	3662	6.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
e	4355	8.1%
sw	3844	7.2%
w	3838	7.2%
n	3781	7.1%
ene	3767	7.0%
se	3711	6.9%
ssw	3671	6.8%
wsw	3645	6.8%
s	3417	6.4%
ese	3283	6.1%
Other values (6)	16319	30.4%

Most occurring characters

Value	Count	Frequency (%)
S	31748	27.1%
E	30841	26.4%
W	29197	25.0%
N	25182	21.5%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	116968	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
S	31748	27.1%
E	30841	26.4%
W	29197	25.0%
N	25182	21.5%

Most occurring scripts

Value	Count	Frequency (%)
Latin	116968	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
S	31748	27.1%
E	30841	26.4%
W	29197	25.0%
N	25182	21.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	116968	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
S	31748	27.1%
E	30841	26.4%
W	29197	25.0%
N	25182	21.5%

WindGustSpeed
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	64
Distinct (%)	0.1%
Missing	3644
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	40.38481612

Minimum	7
Maximum	135
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	447.7 KiB

Quantile statistics

Minimum	7
5-th percentile	22
Q1	31
median	39
Q3	48
95-th percentile	65
Maximum	135
Range	128
Interquartile range (IQR)	17

Descriptive statistics

Standard deviation	13.22717302
Coefficient of variation (CV)	0.3275283705
Kurtosis	1.662944421
Mean	40.38481612
Median Absolute Deviation (MAD)	8
Skewness	0.9720947814
Sum	2166605
Variance	174.958106
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
35	3862	6.7%
39	3738	6.5%
37	3508	6.1%
33	3457	6.0%
31	3436	6.0%
41	3113	5.4%
30	2798	4.9%
43	2576	4.5%
28	2443	4.3%
44	2156	3.8%
Other values (54)	22562	39.4%
(Missing)	3644	6.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
7	1	< 0.1%
9	1	< 0.1%
11	16	< 0.1%
13	97	0.2%
15	220	0.4%
17	423	0.7%
19	558	1.0%
20	884	1.5%
22	1041	1.8%
24	1471	2.6%

Value	Count	Frequency (%)
135	1	< 0.1%
124	1	< 0.1%
122	2	< 0.1%
120	1	< 0.1%
117	2	< 0.1%
115	2	< 0.1%
113	2	< 0.1%
111	1	< 0.1%
109	4	< 0.1%
107	3	< 0.1%

WindDir9am
Categorical

HIGH CORRELATION
MISSING

Distinct	16
Distinct (%)	< 0.1%
Missing	1730
Missing (%)	3.0%
Memory size	447.7 KiB

N	4669
E	4350
SE	3963
W	3757
SSE	3724
Other values (11)	35100

Length

Max length	3
Median length	2
Mean length	2.174864568
Min length	1

Characters and Unicode

Total characters	120842
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	SE
2nd row	SSE
3rd row	ESE
4th row	NNW
5th row	SW

Common Values

Value	Count	Frequency (%)
N	4669	8.1%
E	4350	7.6%
SE	3963	6.9%
W	3757	6.6%
SSE	3724	6.5%
ENE	3708	6.5%
ESE	3428	6.0%
S	3391	5.9%
NE	3322	5.8%
SW	3279	5.7%
Other values (6)	17972	31.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
n	4669	8.4%
e	4350	7.8%
se	3963	7.1%
w	3757	6.8%
sse	3724	6.7%
ene	3708	6.7%
ese	3428	6.2%
s	3391	6.1%
ne	3322	6.0%
sw	3279	5.9%
Other values (6)	17972	32.3%

Most occurring characters

Value	Count	Frequency (%)
E	32817	27.2%
S	30266	25.0%
N	30023	24.8%
W	27736	23.0%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	120842	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
E	32817	27.2%
S	30266	25.0%
N	30023	24.8%
W	27736	23.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	120842	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
E	32817	27.2%
S	30266	25.0%
N	30023	24.8%
W	27736	23.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	120842	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
E	32817	27.2%
S	30266	25.0%
N	30023	24.8%
W	27736	23.0%

WindDir3pm
Categorical

HIGH CORRELATION
MISSING

Distinct	16
Distinct (%)	< 0.1%
Missing	671
Missing (%)	1.2%
Memory size	447.7 KiB

SE	4141
S	4098
SW	4078
E	3985
ESE	3964
Other values (11)	36356

Length

Max length	3
Median length	2
Mean length	2.201706051
Min length	1

Characters and Unicode

Total characters	124665
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	ENE
2nd row	ESE
3rd row	ENE
4th row	W
5th row	NE

Common Values

Value	Count	Frequency (%)
SE	4141	7.2%
S	4098	7.2%
SW	4078	7.1%
E	3985	7.0%
ESE	3964	6.9%
WSW	3958	6.9%
W	3873	6.8%
ENE	3771	6.6%
SSW	3502	6.1%
N	3458	6.0%
Other values (6)	17794	31.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
se	4141	7.3%
s	4098	7.2%
sw	4078	7.2%
e	3985	7.0%
ese	3964	7.0%
wsw	3958	7.0%
w	3873	6.8%
ene	3771	6.7%
ssw	3502	6.2%
n	3458	6.1%
Other values (6)	17794	31.4%

Most occurring characters

Value	Count	Frequency (%)
S	33923	27.2%
E	32636	26.2%
W	31353	25.1%
N	26753	21.5%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	124665	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
S	33923	27.2%
E	32636	26.2%
W	31353	25.1%
N	26753	21.5%

Most occurring scripts

Value	Count	Frequency (%)
Latin	124665	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
S	33923	27.2%
E	32636	26.2%
W	31353	25.1%
N	26753	21.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	124665	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
S	33923	27.2%
E	32636	26.2%
W	31353	25.1%
N	26753	21.5%

WindSpeed9am
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	37
Distinct (%)	0.1%
Missing	108
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	15.04043018

Minimum	0
Maximum	67
Zeros	1606
Zeros (%)	2.8%
Negative	0
Negative (%)	0.0%
Memory size	447.7 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	9
median	13
Q3	20
95-th percentile	30
Maximum	67
Range	67
Interquartile range (IQR)	11

Descriptive statistics

Standard deviation	8.542563252
Coefficient of variation (CV)	0.5679733324
Kurtosis	1.201822987
Mean	15.04043018
Median Absolute Deviation (MAD)	6
Skewness	0.8179554806
Sum	860087
Variance	72.97538692
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=37)

Value	Count	Frequency (%)
13	5871	10.2%
9	5592	9.8%
11	4932	8.6%
17	4858	8.5%
15	4663	8.1%
7	4219	7.4%
19	3743	6.5%
20	3483	6.1%
6	3451	6.0%
24	2381	4.2%
Other values (27)	13992	24.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1606	2.8%
2	1270	2.2%
4	1802	3.1%
6	3451	6.0%
7	4219	7.4%
9	5592	9.8%
11	4932	8.6%
13	5871	10.2%
15	4663	8.1%
17	4858	8.5%

Value	Count	Frequency (%)
67	2	< 0.1%
65	2	< 0.1%
63	5	< 0.1%
61	4	< 0.1%
59	4	< 0.1%
57	13	< 0.1%
56	16	< 0.1%
54	18	< 0.1%
52	29	0.1%
50	42	0.1%

WindSpeed3pm
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	39
Distinct (%)	0.1%
Missing	466
Missing (%)	0.8%
Infinite	0
Infinite (%)	0.0%
Mean	19.34114065

Minimum	0
Maximum	76
Zeros	190
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	447.7 KiB

Quantile statistics

Minimum	0
5-th percentile	7
Q1	13
median	19
Q3	24
95-th percentile	35
Maximum	76
Range	76
Interquartile range (IQR)	11

Descriptive statistics

Standard deviation	8.539047479
Coefficient of variation (CV)	0.4414965814
Kurtosis	0.5874802447
Mean	19.34114065
Median Absolute Deviation (MAD)	6
Skewness	0.5954250177
Sum	1099099
Variance	72.91533184
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
17	5220	9.1%
20	5010	8.7%
13	4984	8.7%
15	4585	8.0%
19	4453	7.8%
24	3988	7.0%
11	3769	6.6%
22	3592	6.3%
9	3548	6.2%
28	2911	5.1%
Other values (29)	14767	25.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	190	0.3%
2	270	0.5%
4	520	0.9%
6	1212	2.1%
7	2024	3.5%
9	3548	6.2%
11	3769	6.6%
13	4984	8.7%
15	4585	8.0%
17	5220	9.1%

Value	Count	Frequency (%)
76	1	< 0.1%
69	1	< 0.1%
67	1	< 0.1%
65	6	< 0.1%
63	3	< 0.1%
61	4	< 0.1%
59	7	< 0.1%
57	7	< 0.1%
56	13	< 0.1%
54	25	< 0.1%

Humidity9am
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	100
Distinct (%)	0.2%
Missing	193
Missing (%)	0.3%
Infinite	0
Infinite (%)	0.0%
Mean	66.30966725

Minimum	1
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	447.7 KiB

Quantile statistics

Minimum	1
5-th percentile	31
Q1	55
median	67
Q3	80
95-th percentile	95
Maximum	100
Range	99
Interquartile range (IQR)	25

Descriptive statistics

Standard deviation	18.68403027
Coefficient of variation (CV)	0.2817693263
Kurtosis	0.07275696992
Mean	66.30966725
Median Absolute Deviation (MAD)	12
Skewness	-0.5008167492
Sum	3786282
Variance	349.092987
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
69	1289	2.2%
67	1282	2.2%
64	1278	2.2%
65	1269	2.2%
66	1257	2.2%
68	1241	2.2%
71	1237	2.2%
70	1221	2.1%
63	1210	2.1%
62	1201	2.1%
Other values (90)	44615	77.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	3	< 0.1%
2	3	< 0.1%
3	8	< 0.1%
4	12	< 0.1%
5	14	< 0.1%
6	24	< 0.1%
7	27	< 0.1%
8	31	0.1%
9	36	0.1%
10	42	0.1%

Value	Count	Frequency (%)
100	524	0.9%
99	655	1.1%
98	229	0.4%
97	530	0.9%
96	572	1.0%
95	520	0.9%
94	596	1.0%
93	684	1.2%
92	622	1.1%
91	708	1.2%

Humidity3pm
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	101
Distinct (%)	0.2%
Missing	1088
Missing (%)	1.9%
Infinite	0
Infinite (%)	0.0%
Mean	49.69636153

Minimum	0
Maximum	100
Zeros	3
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	447.7 KiB

Quantile statistics

Minimum	0
5-th percentile	15
Q1	35
median	51
Q3	64
95-th percentile	85
Maximum	100
Range	100
Interquartile range (IQR)	29

Descriptive statistics

Standard deviation	20.55299218
Coefficient of variation (CV)	0.4135713671
Kurtosis	-0.5220448319
Mean	49.69636153
Median Absolute Deviation (MAD)	14
Skewness	0.005749433919
Sum	2793184
Variance	422.4254876
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
52	1159	2.0%
54	1149	2.0%
53	1123	2.0%
57	1111	1.9%
51	1103	1.9%
56	1099	1.9%
58	1089	1.9%
55	1081	1.9%
59	1059	1.8%
50	1054	1.8%
Other values (91)	45178	78.9%
(Missing)	1088	1.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3	< 0.1%
1	15	< 0.1%
2	29	0.1%
3	40	0.1%
4	72	0.1%
5	98	0.2%
6	152	0.3%
7	160	0.3%
8	209	0.4%
9	217	0.4%

Value	Count	Frequency (%)
100	64	0.1%
99	71	0.1%
98	53	0.1%
97	91	0.2%
96	131	0.2%
95	147	0.3%
94	184	0.3%
93	214	0.4%
92	240	0.4%
91	246	0.4%

Pressure9am
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	507
Distinct (%)	0.9%
Missing	108
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	1017.369544

Minimum	980.5
Maximum	1040.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	447.7 KiB

Quantile statistics

Minimum	980.5
5-th percentile	1006.4
Q1	1012.7
median	1017.3
Q3	1022
95-th percentile	1028.9
Maximum	1040.9
Range	60.4
Interquartile range (IQR)	9.3

Descriptive statistics

Standard deviation	6.92722356
Coefficient of variation (CV)	0.006808955111
Kurtosis	0.2495532787
Mean	1017.369544
Median Absolute Deviation (MAD)	4.6
Skewness	-0.04339346896
Sum	58178277.4
Variance	47.98642625
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1016.4	380	0.7%
1017.7	369	0.6%
1015.5	360	0.6%
1017.3	354	0.6%
1017.2	353	0.6%
1017.9	349	0.6%
1018	347	0.6%
1015.9	344	0.6%
1016.3	344	0.6%
1018.7	343	0.6%
Other values (497)	53642	93.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
980.5	1	< 0.1%
982	1	< 0.1%
982.2	1	< 0.1%
982.9	1	< 0.1%
983.9	1	< 0.1%
984.6	2	< 0.1%
986.3	1	< 0.1%
986.6	1	< 0.1%
986.7	1	< 0.1%
987	1	< 0.1%

Value	Count	Frequency (%)
1040.9	1	< 0.1%
1040.6	1	< 0.1%
1040.3	1	< 0.1%
1040.2	1	< 0.1%
1040.1	1	< 0.1%
1040	1	< 0.1%
1039.6	1	< 0.1%
1039.5	1	< 0.1%
1039.3	2	< 0.1%
1039.2	3	< 0.1%

Pressure3pm
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	510
Distinct (%)	0.9%
Missing	114
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	1014.898126

Minimum	977.1
Maximum	1038.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	447.7 KiB

Quantile statistics

Minimum	977.1
5-th percentile	1004.1
Q1	1010.1
median	1014.8
Q3	1019.6
95-th percentile	1026.5
Maximum	1038.5
Range	61.4
Interquartile range (IQR)	9.5

Descriptive statistics

Standard deviation	6.912029717
Coefficient of variation (CV)	0.006810565062
Kurtosis	0.1360756717
Mean	1014.898126
Median Absolute Deviation (MAD)	4.7
Skewness	0.01593496393
Sum	58030859.94
Variance	47.77615481
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1015.8	350	0.6%
1015.3	346	0.6%
1014.8	344	0.6%
1015.5	343	0.6%
1013.4	342	0.6%
1011.9	341	0.6%
1015.6	338	0.6%
1011.7	334	0.6%
1013.5	334	0.6%
1011.8	328	0.6%
Other values (500)	53779	93.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
977.1	1	< 0.1%
978.2	1	< 0.1%
979	1	< 0.1%
980.2	1	< 0.1%
981.4	1	< 0.1%
981.9	1	< 0.1%
982.2	1	< 0.1%
983.2	1	< 0.1%
983.3	1	< 0.1%
984	1	< 0.1%

Value	Count	Frequency (%)
1038.5	1	< 0.1%
1038.2	1	< 0.1%
1037.9	1	< 0.1%
1037.8	1	< 0.1%
1037.6	1	< 0.1%
1037.3	1	< 0.1%
1037.2	1	< 0.1%
1037.1	1	< 0.1%
1037	1	< 0.1%
1036.9	2	< 0.1%

Cloud9am
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.212189971

Minimum	0
Maximum	9
Zeros	5963
Zeros (%)	10.4%
Negative	0
Negative (%)	0.0%
Memory size	447.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	5
Q3	7
95-th percentile	8
Maximum	9
Range	9
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	2.844811419
Coefficient of variation (CV)	0.6753758588
Kurtosis	-1.575193654
Mean	4.212189971
Median Absolute Deviation (MAD)	2
Skewness	-0.1380027147
Sum	241329
Variance	8.092952009
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
7	13856	24.2%
1	10843	18.9%
8	6347	11.1%
0	5963	10.4%
6	5411	9.4%
2	4403	7.7%
3	4074	7.1%
5	3635	6.3%
4	2760	4.8%
9	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	5963	10.4%
1	10843	18.9%
2	4403	7.7%
3	4074	7.1%
4	2760	4.8%
5	3635	6.3%
6	5411	9.4%
7	13856	24.2%
8	6347	11.1%
9	1	< 0.1%

Value	Count	Frequency (%)
9	1	< 0.1%
8	6347	11.1%
7	13856	24.2%
6	5411	9.4%
5	3635	6.3%
4	2760	4.8%
3	4074	7.1%
2	4403	7.7%
1	10843	18.9%
0	5963	10.4%

Cloud3pm
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	10
Distinct (%)	< 0.1%
Missing	2631
Missing (%)	4.6%
Infinite	0
Infinite (%)	0.0%
Mean	4.333412608

Minimum	0
Maximum	9
Zeros	3573
Zeros (%)	6.2%
Negative	0
Negative (%)	0.0%
Memory size	447.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	5
Q3	7
95-th percentile	8
Maximum	9
Range	9
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	2.669629123
Coefficient of variation (CV)	0.6160569888
Kurtosis	-1.469746892
Mean	4.333412608
Median Absolute Deviation (MAD)	2
Skewness	-0.1873986842
Sum	236873
Variance	7.126919654
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
7	12945	22.6%
1	9741	17.0%
6	5994	10.5%
8	5139	9.0%
2	4728	8.3%
3	4675	8.2%
5	4487	7.8%
0	3573	6.2%
4	3379	5.9%
9	1	< 0.1%
(Missing)	2631	4.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3573	6.2%
1	9741	17.0%
2	4728	8.3%
3	4675	8.2%
4	3379	5.9%
5	4487	7.8%
6	5994	10.5%
7	12945	22.6%
8	5139	9.0%
9	1	< 0.1%

Value	Count	Frequency (%)
9	1	< 0.1%
8	5139	9.0%
7	12945	22.6%
6	5994	10.5%
5	4487	7.8%
4	3379	5.9%
3	4675	8.2%
2	4728	8.3%
1	9741	17.0%
0	3573	6.2%

Temp9am
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	381
Distinct (%)	0.7%
Missing	60
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	18.061171

Minimum	-1.2
Maximum	39
Zeros	2
Zeros (%)	< 0.1%
Negative	10
Negative (%)	< 0.1%
Memory size	447.7 KiB

Quantile statistics

Minimum	-1.2
5-th percentile	8.1
Q1	13
median	17.6
Q3	23
95-th percentile	29.1
Maximum	39
Range	40.2
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	6.57070627
Coefficient of variation (CV)	0.3638028934
Kurtosis	-0.7225293096
Mean	18.061171
Median Absolute Deviation (MAD)	5
Skewness	0.1301311901
Sum	1033695
Variance	43.17418088
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
17	362	0.6%
15	344	0.6%
16.6	341	0.6%
14.8	336	0.6%
16.8	332	0.6%
13.8	328	0.6%
15.9	327	0.6%
17.2	326	0.6%
13.2	323	0.6%
16	322	0.6%
Other values (371)	53892	94.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1.2	1	< 0.1%
-1	1	< 0.1%
-0.7	2	< 0.1%
-0.5	1	< 0.1%
-0.3	1	< 0.1%
-0.2	2	< 0.1%
-0.1	2	< 0.1%
0	2	< 0.1%
0.1	1	< 0.1%
0.2	1	< 0.1%

Value	Count	Frequency (%)
39	1	< 0.1%
37.9	1	< 0.1%
37.7	3	< 0.1%
37.6	1	< 0.1%
37.3	1	< 0.1%
37.2	3	< 0.1%
36.9	1	< 0.1%
36.8	2	< 0.1%
36.6	1	< 0.1%
36.5	2	< 0.1%

Temp3pm
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	396
Distinct (%)	0.7%
Missing	926
Missing (%)	1.6%
Infinite	0
Infinite (%)	0.0%
Mean	22.57862757

Minimum	3.7
Maximum	46.1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	447.7 KiB

Quantile statistics

Minimum	3.7
5-th percentile	12.2
Q1	17.2
median	22
Q3	27.7
95-th percentile	34.1
Maximum	46.1
Range	42.4
Interquartile range (IQR)	10.5

Descriptive statistics

Standard deviation	6.872913944
Coefficient of variation (CV)	0.3043991015
Kurtosis	-0.5889203397
Mean	22.57862757
Median Absolute Deviation (MAD)	5.2
Skewness	0.2640913415
Sum	1272689.5
Variance	47.23694608
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
19	349	0.6%
18.5	342	0.6%
20	331	0.6%
18.4	331	0.6%
17.8	329	0.6%
20.4	324	0.6%
16.8	321	0.6%
18.7	320	0.6%
17	319	0.6%
19.2	317	0.6%
Other values (386)	53084	92.7%
(Missing)	926	1.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3.7	1	< 0.1%
4.3	1	< 0.1%
4.6	1	< 0.1%
4.8	1	< 0.1%
5.1	1	< 0.1%
5.3	2	< 0.1%
5.5	1	< 0.1%
5.8	1	< 0.1%
6	2	< 0.1%
6.1	2	< 0.1%

Value	Count	Frequency (%)
46.1	2	< 0.1%
45.8	2	< 0.1%
45.4	1	< 0.1%
45.3	1	< 0.1%
45.2	1	< 0.1%
45	1	< 0.1%
44.9	1	< 0.1%
44.8	3	< 0.1%
44.7	1	< 0.1%
44.5	2	< 0.1%

RainToday
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	58
Missing (%)	0.1%
Memory size	112.0 KiB

False	44678
True	12557
(Missing)	58

Common Values
Chart

Value	Count	Frequency (%)
False	44678	78.0%
True	12557	21.9%
(Missing)	58	0.1%

RainTomorrow
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	56.1 KiB

False	44767
True	12526

Common Values
Chart

Value	Count	Frequency (%)
False	44767	78.1%
True	12526	21.9%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	Date	Location	MinTemp	MaxTemp	Rainfall	Evaporation	Sunshine	WindGustDir	WindGustSpeed	WindDir9am	WindDir3pm	WindSpeed9am	WindSpeed3pm	Humidity9am	Humidity3pm	Pressure9am	Pressure3pm	Cloud9am	Cloud3pm	Temp9am	Temp3pm	RainToday	RainTomorrow
0	2015-05-21	Townsville	21.1	29.2	0.0	4.8	9.5	ENE	30.0	SE	ENE	13.0	26.0	69.0	66.0	1018.8	1014.5	3.0	3.0	26.4	27.7	No	No
1	2014-03-26	Woomera	13.5	26.7	0.0	11.6	7.3	ENE	33.0	SSE	ESE	15.0	15.0	60.0	24.0	1018.7	1015.4	2.0	6.0	17.7	25.3	No	No
2	2017-01-19	Mildura	17.1	36.3	0.0	11.2	12.2	N	48.0	ESE	ENE	15.0	11.0	35.0	19.0	1011.6	1006.2	2.0	1.0	20.5	33.9	No	Yes
3	2009-03-25	Portland	9.3	21.0	4.4	3.0	6.5	W	31.0	NNW	W	7.0	20.0	98.0	72.0	1015.9	1015.6	8.0	4.0	15.2	20.1	Yes	No
4	2010-08-08	Brisbane	6.6	22.2	0.0	4.0	10.1	ENE	19.0	SW	NE	6.0	9.0	58.0	37.0	1022.4	1018.3	1.0	1.0	13.4	21.4	No	No
5	2009-01-03	Watsonia	5.2	21.4	0.0	6.2	10.5	SSW	28.0	SE	SW	6.0	17.0	59.0	44.0	1020.7	1017.4	1.0	7.0	12.9	19.9	No	No
6	2009-08-08	Hobart	6.8	15.2	0.6	0.6	2.7	NNW	44.0	NNW	NW	19.0	19.0	60.0	57.0	1012.7	1010.9	7.0	7.0	11.4	13.6	No	Yes
7	2009-09-30	Cairns	21.2	30.9	0.0	7.2	10.2	E	35.0	SSE	E	17.0	24.0	54.0	40.0	1016.2	1014.3	1.0	1.0	27.1	29.1	No	No
8	2008-10-22	Brisbane	16.5	25.8	6.6	7.4	9.4	ENE	37.0	S	ENE	7.0	17.0	58.0	56.0	1015.2	1009.8	7.0	3.0	21.5	23.4	Yes	No
9	2010-01-20	Melbourne	14.5	28.2	0.0	6.4	10.6	SSE	39.0	NW	SSE	13.0	20.0	62.0	32.0	1011.4	1009.6	3.0	4.0	18.2	25.3	No	No

Last rows

	Date	Location	MinTemp	MaxTemp	Rainfall	Evaporation	Sunshine	WindGustDir	WindGustSpeed	WindDir9am	WindDir3pm	WindSpeed9am	WindSpeed3pm	Humidity9am	Humidity3pm	Pressure9am	Pressure3pm	Cloud9am	Cloud3pm	Temp9am	Temp3pm	RainToday	RainTomorrow
57283	2016-09-07	Perth	12.3	17.5	6.2	3.0	7.9	W	57.0	WSW	WNW	20.0	19.0	62.0	54.0	1012.2	1013.9	4.0	6.0	15.2	16.1	Yes	Yes
57284	2013-12-19	Townsville	24.4	32.3	0.0	14.8	9.7	E	59.0	SE	E	24.0	39.0	52.0	48.0	1014.5	1012.4	4.0	3.0	29.0	30.5	No	No
57285	2013-10-13	Williamtown	15.8	35.9	0.0	25.6	NaN	NW	81.0	NNW	NW	15.0	48.0	42.0	10.0	1003.4	998.2	4.0	1.0	26.4	35.0	No	Yes
57286	2011-12-27	Woomera	14.9	30.2	0.0	15.0	NaN	SE	50.0	SSE	S	31.0	22.0	47.0	16.0	1015.5	1012.5	0.0	0.0	20.0	28.2	No	No
57287	2013-01-01	MelbourneAirport	12.1	28.9	0.0	7.0	13.0	SSW	50.0	SSW	SSE	7.0	20.0	67.0	40.0	1013.8	1011.5	3.0	7.0	17.1	25.8	No	No
57288	2016-01-29	MelbourneAirport	13.0	19.1	14.6	7.8	1.0	S	28.0	SSW	SSE	9.0	13.0	96.0	67.0	1003.4	1001.8	7.0	7.0	13.4	18.3	Yes	Yes
57289	2013-11-24	NorfolkIsland	17.6	22.8	1.4	3.8	1.2	ESE	31.0	ESE	ESE	13.0	15.0	92.0	82.0	1013.3	1010.9	8.0	7.0	19.4	22.5	Yes	Yes
57290	2014-08-10	AliceSprings	2.1	22.9	0.0	5.6	10.9	ESE	35.0	NW	SE	4.0	20.0	27.0	20.0	1027.6	1023.7	0.0	0.0	13.4	21.6	No	No
57291	2015-01-16	Sydney	21.2	27.6	0.0	8.2	12.9	ENE	33.0	WSW	E	6.0	22.0	67.0	63.0	1008.6	1005.8	3.0	2.0	24.7	26.6	No	No
57292	2012-08-26	Watsonia	7.9	14.8	0.8	3.2	4.4	W	39.0	W	SW	15.0	15.0	65.0	56.0	1020.1	1020.2	6.0	7.0	10.1	13.1	No	No

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows